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Tensor Completion Through Multiple Kronecker Product Decomposition

Result description

We propose a novel decomposition approach to impute missing values in tensor data. The method uses smaller scale multiway patches to model the whole data or a small volume encompassing the observed missing entries. Simulations on color images show that our method can recover color images using only 5-10% of pixels, and outperforms other available tensor completion methods.

Keywords

tensor factorizationKronecker productimage completion

The result's identifiers

Alternative languages

  • Result language

    angličtina

  • Original language name

    Tensor Completion Through Multiple Kronecker Product Decomposition

  • Original language description

    We propose a novel decomposition approach to impute missing values in tensor data. The method uses smaller scale multiway patches to model the whole data or a small volume encompassing the observed missing entries. Simulations on color images show that our method can recover color images using only 5-10% of pixels, and outperforms other available tensor completion methods.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BB - Applied statistics, operational research

  • OECD FORD branch

Result continuities

Others

  • Publication year

    2013

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    2013 IEEE International Conference on Acoustics, Speech, and Signal Processing ICASSP 2013

  • ISBN

    978-1-4799-0355-9

  • ISSN

  • e-ISSN

  • Number of pages

    5

  • Pages from-to

    3233-3237

  • Publisher name

    IEEE

  • Place of publication

    Vancouver

  • Event location

    Vancouver

  • Event date

    May 27, 2013

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

Result type

D - Article in proceedings

D

CEP

BB - Applied statistics, operational research

Year of implementation

2013